Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 26064 |
| Missing cells | 16164 |
| Missing cells (%) | 4.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with blade_angle and 7 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Nacelle ambient temperature (°C) is highly overall correlated with Metal particle count counter | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Metal particle count counter is highly overall correlated with Nacelle ambient temperature (°C) | High correlation |
blade_angle has 2250 (8.6%) missing values | Missing |
Rear bearing temperature (°C) has 2251 (8.6%) missing values | Missing |
Nacelle ambient temperature (°C) has 2251 (8.6%) missing values | Missing |
Front bearing temperature (°C) has 2251 (8.6%) missing values | Missing |
Tower Acceleration X (mm/ss) has 2251 (8.6%) missing values | Missing |
Tower Acceleration y (mm/ss) has 2251 (8.6%) missing values | Missing |
Metal particle count counter has 2251 (8.6%) missing values | Missing |
# Date and time has unique values | Unique |
blade_angle has 5343 (20.5%) zeros | Zeros |
Rotor speed (RPM) has 3107 (11.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 12:01:56.865698 |
|---|---|
| Analysis finished | 2023-07-08 12:02:13.407353 |
| Duration | 16.54 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 26064 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.8 KiB |
| Minimum | 2021-01-01 00:00:00 |
|---|---|
| Maximum | 2021-06-30 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 25776 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 380.75832 |
| Minimum | -17.793049 |
|---|---|
| Maximum | 2070.6698 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 7807 |
| Negative (%) | 30.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -17.793049 |
|---|---|
| 5-th percentile | -4.4147551 |
| Q1 | -1.35509 |
| median | 142.24438 |
| Q3 | 484.60869 |
| 95-th percentile | 1877.4082 |
| Maximum | 2070.6698 |
| Range | 2088.4629 |
| Interquartile range (IQR) | 485.96378 |
Descriptive statistics
| Standard deviation | 554.17292 |
|---|---|
| Coefficient of variation (CV) | 1.4554453 |
| Kurtosis | 2.1618342 |
| Mean | 380.75832 |
| Median Absolute Deviation (MAD) | 144.67901 |
| Skewness | 1.7760078 |
| Sum | 9898193.3 |
| Variance | 307107.62 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.679999948 | 6 | < 0.1% |
| -1.649999976 | 6 | < 0.1% |
| -0.7400000095 | 5 | < 0.1% |
| -1.710000038 | 5 | < 0.1% |
| -1.700000048 | 5 | < 0.1% |
| -2.069999933 | 5 | < 0.1% |
| -1.629999995 | 5 | < 0.1% |
| -1.639999986 | 4 | < 0.1% |
| -2.019999981 | 4 | < 0.1% |
| -1.610000014 | 4 | < 0.1% |
| Other values (25766) | 25947 | |
| (Missing) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| -17.79304943 | 1 | |
| -16.58091829 | 1 | |
| -15.0804576 | 1 | |
| -14.65778461 | 1 | |
| -14.50358143 | 1 | |
| -14.09489376 | 1 | |
| -13.97000027 | 1 | |
| -13.6249292 | 1 | |
| -13.48563604 | 1 | |
| -13.40016911 | 1 |
| Value | Count | Frequency (%) |
| 2070.669836 | 1 | |
| 2068.870758 | 1 | |
| 2067.282422 | 1 | |
| 2066.703401 | 1 | |
| 2066.2276 | 1 | |
| 2065.827417 | 1 | |
| 2065.275281 | 1 | |
| 2065.164307 | 1 | |
| 2065.058105 | 1 | |
| 2065.026099 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 25813 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.54248 |
| Minimum | 0.016783842 |
|---|---|
| Maximum | 359.99569 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.016783842 |
|---|---|
| 5-th percentile | 17.290669 |
| Q1 | 71.485135 |
| median | 200.39622 |
| Q3 | 263.4128 |
| 95-th percentile | 333.88392 |
| Maximum | 359.99569 |
| Range | 359.97891 |
| Interquartile range (IQR) | 191.92767 |
Descriptive statistics
| Standard deviation | 104.9364 |
|---|---|
| Coefficient of variation (CV) | 0.58446558 |
| Kurtosis | -1.2753382 |
| Mean | 179.54248 |
| Median Absolute Deviation (MAD) | 87.844218 |
| Skewness | -0.17054155 |
| Sum | 4667386.2 |
| Variance | 11011.647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39.31999969 | 3 | < 0.1% |
| 42.95000076 | 3 | < 0.1% |
| 30.70999908 | 3 | < 0.1% |
| 30.55999947 | 3 | < 0.1% |
| 51.81000137 | 3 | < 0.1% |
| 33.52000046 | 3 | < 0.1% |
| 359.769989 | 3 | < 0.1% |
| 30.62999916 | 3 | < 0.1% |
| 30.54000092 | 3 | < 0.1% |
| 53.97999954 | 3 | < 0.1% |
| Other values (25803) | 25966 | |
| (Missing) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| 0.01678384197 | 1 | |
| 0.06145831644 | 1 | |
| 0.06541140759 | 1 | |
| 0.06962438147 | 1 | |
| 0.07448541406 | 1 | |
| 0.1048552225 | 1 | |
| 0.1084696931 | 1 | |
| 0.1376942648 | 1 | |
| 0.143737817 | 1 | |
| 0.1964100543 | 1 |
| Value | Count | Frequency (%) |
| 359.9956918 | 1 | |
| 359.9713922 | 1 | |
| 359.9671448 | 1 | |
| 359.9620181 | 1 | |
| 359.9619294 | 1 | |
| 359.951662 | 1 | |
| 359.9258437 | 1 | |
| 359.9162732 | 1 | |
| 359.9066901 | 1 | |
| 359.9038691 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 6376 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.95629 |
| Minimum | 0.097747057 |
|---|---|
| Maximum | 359.89123 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.097747057 |
|---|---|
| 5-th percentile | 18.870001 |
| Q1 | 78.891306 |
| median | 201.06906 |
| Q3 | 265.82492 |
| 95-th percentile | 333.87433 |
| Maximum | 359.89123 |
| Range | 359.79348 |
| Interquartile range (IQR) | 186.93362 |
Descriptive statistics
| Standard deviation | 104.81394 |
|---|---|
| Coefficient of variation (CV) | 0.5792224 |
| Kurtosis | -1.2746691 |
| Mean | 180.95629 |
| Median Absolute Deviation (MAD) | 89.999847 |
| Skewness | -0.17224737 |
| Sum | 4704139.7 |
| Variance | 10985.961 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.24028778 | 586 | 2.2% |
| 47.41055679 | 344 | 1.3% |
| 194.4837036 | 289 | 1.1% |
| 94.60556793 | 190 | 0.7% |
| 193.3861389 | 185 | 0.7% |
| 292.1665039 | 180 | 0.7% |
| 167.0446014 | 127 | 0.5% |
| 278.9961853 | 123 | 0.5% |
| 206.5569305 | 109 | 0.4% |
| 29.84957886 | 108 | 0.4% |
| Other values (6366) | 23755 |
| Value | Count | Frequency (%) |
| 0.09774705738 | 1 | < 0.1% |
| 0.1086353916 | 1 | < 0.1% |
| 0.1199999973 | 1 | < 0.1% |
| 0.1400000006 | 1 | < 0.1% |
| 0.1655835111 | 1 | < 0.1% |
| 0.1961488951 | 1 | < 0.1% |
| 0.2155139446 | 45 | |
| 0.2158801556 | 2 | < 0.1% |
| 0.2159729004 | 7 | < 0.1% |
| 0.2164916992 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.8912304 | 1 | |
| 359.7182504 | 1 | |
| 359.7041182 | 1 | |
| 359.6499939 | 1 | |
| 359.6023252 | 1 | |
| 359.6017609 | 1 | |
| 359.590003 | 1 | |
| 359.4567296 | 1 | |
| 359.351395 | 1 | |
| 359.2683807 | 1 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 8333 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 2250 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.191487 |
| Minimum | 0 |
|---|---|
| Maximum | 92.493332 |
| Zeros | 5343 |
| Zeros (%) | 20.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.025964913 |
| median | 1.0728333 |
| Q3 | 44.993334 |
| 95-th percentile | 91.869998 |
| Maximum | 92.493332 |
| Range | 92.493332 |
| Interquartile range (IQR) | 44.96737 |
Descriptive statistics
| Standard deviation | 35.245452 |
|---|---|
| Coefficient of variation (CV) | 1.5197582 |
| Kurtosis | -0.29337532 |
| Mean | 23.191487 |
| Median Absolute Deviation (MAD) | 1.0728333 |
| Skewness | 1.1867665 |
| Sum | 552282.06 |
| Variance | 1242.2419 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5343 | |
| 91.86999766 | 3598 | 13.8% |
| 44.99333445 | 2164 | 8.3% |
| 1.49333334 | 664 | 2.5% |
| 89.99333191 | 530 | 2.0% |
| 0.02466666698 | 307 | 1.2% |
| 61.98333271 | 173 | 0.7% |
| 0.04933333397 | 124 | 0.5% |
| 0.07400000095 | 90 | 0.3% |
| 0.4933333397 | 80 | 0.3% |
| Other values (8323) | 10741 | |
| (Missing) | 2250 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 5343 | |
| 0.0001666666629 | 3 | < 0.1% |
| 0.0003333333259 | 8 | < 0.1% |
| 0.0004999999888 | 7 | < 0.1% |
| 0.0005263157777 | 1 | < 0.1% |
| 0.0006666666518 | 2 | < 0.1% |
| 0.0008333333147 | 1 | < 0.1% |
| 0.0008596491036 | 1 | < 0.1% |
| 0.0009259259052 | 1 | < 0.1% |
| 0.0009999999776 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.49333191 | 54 | 0.2% |
| 92.40999858 | 1 | < 0.1% |
| 92.40999858 | 1 | < 0.1% |
| 92.24333191 | 1 | < 0.1% |
| 92.13949992 | 1 | < 0.1% |
| 91.99719426 | 1 | < 0.1% |
| 91.8700002 | 7 | < 0.1% |
| 91.86999766 | 3598 | |
| 91.86333211 | 4 | < 0.1% |
| 91.86333211 | 16 | 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 19643 |
|---|---|
| Distinct (%) | 82.5% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.509345 |
| Minimum | 5.4000001 |
|---|---|
| Maximum | 73.8675 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 5.4000001 |
|---|---|
| 5-th percentile | 10.178476 |
| Q1 | 42.019999 |
| median | 63.17 |
| Q3 | 67.8125 |
| 95-th percentile | 70.1725 |
| Maximum | 73.8675 |
| Range | 68.4675 |
| Interquartile range (IQR) | 25.792502 |
Descriptive statistics
| Standard deviation | 21.017789 |
|---|---|
| Coefficient of variation (CV) | 0.4002676 |
| Kurtosis | -0.31930763 |
| Mean | 52.509345 |
| Median Absolute Deviation (MAD) | 6.0524996 |
| Skewness | -1.1174309 |
| Sum | 1250405 |
| Variance | 441.74747 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.60000038 | 51 | 0.2% |
| 7.5 | 50 | 0.2% |
| 6.099999905 | 40 | 0.2% |
| 7.099999905 | 35 | 0.1% |
| 6.699999809 | 35 | 0.1% |
| 7.400000095 | 33 | 0.1% |
| 12.80000019 | 33 | 0.1% |
| 13.30000019 | 32 | 0.1% |
| 12.5 | 29 | 0.1% |
| 7 | 29 | 0.1% |
| Other values (19633) | 23446 | |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| 5.400000095 | 10 | |
| 5.405000091 | 1 | < 0.1% |
| 5.410000086 | 1 | < 0.1% |
| 5.440000057 | 1 | < 0.1% |
| 5.549999952 | 1 | < 0.1% |
| 5.574999928 | 1 | < 0.1% |
| 5.599999905 | 16 | |
| 5.604999876 | 1 | < 0.1% |
| 5.649999785 | 1 | < 0.1% |
| 5.677499795 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 73.86749992 | 1 | |
| 73.16500015 | 1 | |
| 73.13250008 | 1 | |
| 73.05526332 | 1 | |
| 73.05249939 | 1 | |
| 72.92500038 | 1 | |
| 72.90249939 | 1 | |
| 72.72000008 | 1 | |
| 72.67999878 | 1 | |
| 72.58249893 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21026 |
|---|---|
| Distinct (%) | 80.9% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8707491 |
| Minimum | 0 |
|---|---|
| Maximum | 15.276603 |
| Zeros | 3107 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.77090016 |
| median | 9.3400002 |
| Q3 | 11.383684 |
| 95-th percentile | 15.133228 |
| Maximum | 15.276603 |
| Range | 15.276603 |
| Interquartile range (IQR) | 10.612784 |
Descriptive statistics
| Standard deviation | 5.2430351 |
|---|---|
| Coefficient of variation (CV) | 0.66614182 |
| Kurtosis | -1.1786455 |
| Mean | 7.8707491 |
| Median Absolute Deviation (MAD) | 3.15519 |
| Skewness | -0.43975451 |
| Sum | 204607.99 |
| Variance | 27.489417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3107 | 11.9% |
| 8.989999771 | 101 | 0.4% |
| 9 | 47 | 0.2% |
| 9.010000229 | 38 | 0.1% |
| 0.0110000018 | 38 | 0.1% |
| 0.01050000242 | 35 | 0.1% |
| 0.01150000188 | 32 | 0.1% |
| 0.01250000205 | 31 | 0.1% |
| 0.01200000197 | 27 | 0.1% |
| 9.029999733 | 25 | 0.1% |
| Other values (21016) | 22515 | |
| (Missing) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 3107 | |
| 0.000264500035 | 1 | < 0.1% |
| 0.0002750000494 | 1 | < 0.1% |
| 0.0003080000824 | 1 | < 0.1% |
| 0.0008820001676 | 1 | < 0.1% |
| 0.001362500276 | 1 | < 0.1% |
| 0.001428000134 | 1 | < 0.1% |
| 0.001596000278 | 1 | < 0.1% |
| 0.001738000195 | 1 | < 0.1% |
| 0.001912500418 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.27660298 | 1 | |
| 15.27469696 | 1 | |
| 15.26987842 | 1 | |
| 15.26948637 | 1 | |
| 15.26913701 | 1 | |
| 15.26837929 | 1 | |
| 15.26620459 | 1 | |
| 15.26364103 | 1 | |
| 15.26108368 | 1 | |
| 15.26037116 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 25847 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 934.46669 |
| Minimum | -0.20651846 |
|---|---|
| Maximum | 1814.5141 |
| Zeros | 28 |
| Zeros (%) | 0.1% |
| Negative | 69 |
| Negative (%) | 0.3% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -0.20651846 |
|---|---|
| 5-th percentile | 0.48998686 |
| Q1 | 90.905564 |
| median | 1109.0455 |
| Q3 | 1351.4859 |
| 95-th percentile | 1793.2581 |
| Maximum | 1814.5141 |
| Range | 1814.7206 |
| Interquartile range (IQR) | 1260.5803 |
Descriptive statistics
| Standard deviation | 621.31807 |
|---|---|
| Coefficient of variation (CV) | 0.66489055 |
| Kurtosis | -1.1802537 |
| Mean | 934.46669 |
| Median Absolute Deviation (MAD) | 373.66655 |
| Skewness | -0.44183047 |
| Sum | 24292396 |
| Variance | 386036.15 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28 | 0.1% |
| 1070.910034 | 7 | < 0.1% |
| 1070.939941 | 6 | < 0.1% |
| 1071.050049 | 6 | < 0.1% |
| 1070.849976 | 5 | < 0.1% |
| 1070.859985 | 4 | < 0.1% |
| 1070.869995 | 4 | < 0.1% |
| 1070.959961 | 4 | < 0.1% |
| 1070.98999 | 4 | < 0.1% |
| 1071.02002 | 3 | < 0.1% |
| Other values (25837) | 25925 | |
| (Missing) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| -0.2065184563 | 1 | |
| -0.1962261668 | 1 | |
| -0.1720348891 | 1 | |
| -0.1712871613 | 1 | |
| -0.1569923137 | 1 | |
| -0.1562005995 | 1 | |
| -0.1535835459 | 1 | |
| -0.1514283204 | 1 | |
| -0.1496909471 | 1 | |
| -0.1370015235 | 1 |
| Value | Count | Frequency (%) |
| 1814.514078 | 1 | |
| 1811.338274 | 1 | |
| 1810.983685 | 1 | |
| 1810.623447 | 1 | |
| 1810.280085 | 1 | |
| 1809.687939 | 1 | |
| 1807.786228 | 1 | |
| 1807.233971 | 1 | |
| 1807.124434 | 1 | |
| 1807.014084 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 17502 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7001102 |
| Minimum | -2.7025 |
|---|---|
| Maximum | 27.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 753 |
| Negative (%) | 2.9% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -2.7025 |
|---|---|
| 5-th percentile | 0.80500001 |
| Q1 | 4.8350002 |
| median | 8.28 |
| Q3 | 11.565 |
| 95-th percentile | 19.5345 |
| Maximum | 27.35 |
| Range | 30.0525 |
| Interquartile range (IQR) | 6.7299998 |
Descriptive statistics
| Standard deviation | 5.4567951 |
|---|---|
| Coefficient of variation (CV) | 0.62720988 |
| Kurtosis | 0.13274137 |
| Mean | 8.7001102 |
| Median Absolute Deviation (MAD) | 3.3799999 |
| Skewness | 0.57989256 |
| Sum | 207175.72 |
| Variance | 29.776612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.099999905 | 54 | 0.2% |
| 1.399999976 | 47 | 0.2% |
| 8.5 | 44 | 0.2% |
| 10.60000038 | 40 | 0.2% |
| 4.199999809 | 40 | 0.2% |
| 4.599999905 | 39 | 0.1% |
| 8.800000191 | 39 | 0.1% |
| 9.600000381 | 38 | 0.1% |
| 7 | 37 | 0.1% |
| 2.299999952 | 37 | 0.1% |
| Other values (17492) | 23398 | |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| -2.702500021 | 1 | < 0.1% |
| -2.700000048 | 3 | |
| -2.700000024 | 1 | < 0.1% |
| -2.6625 | 1 | < 0.1% |
| -2.657499993 | 1 | < 0.1% |
| -2.632499957 | 1 | < 0.1% |
| -2.617499936 | 1 | < 0.1% |
| -2.613157824 | 1 | < 0.1% |
| -2.604999912 | 1 | < 0.1% |
| -2.604999912 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.3499999 | 1 | |
| 27.15500002 | 1 | |
| 27.11000023 | 1 | |
| 26.98249989 | 1 | |
| 26.82105265 | 1 | |
| 26.72105257 | 1 | |
| 26.66500044 | 1 | |
| 26.59250031 | 1 | |
| 26.52250013 | 1 | |
| 26.52000017 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 19239 |
|---|---|
| Distinct (%) | 80.8% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.712911 |
| Minimum | 5.6999998 |
|---|---|
| Maximum | 84.867501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 5.6999998 |
|---|---|
| 5-th percentile | 9.1979998 |
| Q1 | 42.2025 |
| median | 62.453572 |
| Q3 | 71.5225 |
| 95-th percentile | 74.6535 |
| Maximum | 84.867501 |
| Range | 79.167501 |
| Interquartile range (IQR) | 29.32 |
Descriptive statistics
| Standard deviation | 22.376806 |
|---|---|
| Coefficient of variation (CV) | 0.41660014 |
| Kurtosis | -0.47147408 |
| Mean | 53.712911 |
| Median Absolute Deviation (MAD) | 10.496427 |
| Skewness | -0.97298482 |
| Sum | 1279065.5 |
| Variance | 500.72146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.80000019 | 73 | 0.3% |
| 9.300000191 | 66 | 0.3% |
| 12 | 59 | 0.2% |
| 14.60000038 | 57 | 0.2% |
| 9.699999809 | 56 | 0.2% |
| 14.89999962 | 54 | 0.2% |
| 8.800000191 | 53 | 0.2% |
| 9.199999809 | 52 | 0.2% |
| 13.19999981 | 50 | 0.2% |
| 12.39999962 | 49 | 0.2% |
| Other values (19229) | 23244 | |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| 5.699999809 | 25 | |
| 5.704999828 | 1 | < 0.1% |
| 5.724999881 | 1 | < 0.1% |
| 5.747058784 | 1 | < 0.1% |
| 5.88500011 | 1 | < 0.1% |
| 5.88947379 | 1 | < 0.1% |
| 5.900000095 | 13 | |
| 5.902500081 | 1 | < 0.1% |
| 5.954999971 | 1 | < 0.1% |
| 5.982499981 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 84.86750069 | 1 | |
| 84.63500099 | 1 | |
| 84.54250031 | 1 | |
| 84.51750069 | 1 | |
| 84.40500031 | 1 | |
| 84.32499962 | 1 | |
| 84.24250107 | 1 | |
| 84.18000031 | 1 | |
| 84.04750023 | 1 | |
| 83.95999947 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 23811 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.19936 |
| Minimum | 3.2304296 |
|---|---|
| Maximum | 258.74933 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 3.2304296 |
|---|---|
| 5-th percentile | 4.3951326 |
| Q1 | 15.442324 |
| median | 57.399528 |
| Q3 | 87.107755 |
| 95-th percentile | 127.87483 |
| Maximum | 258.74933 |
| Range | 255.5189 |
| Interquartile range (IQR) | 71.665432 |
Descriptive statistics
| Standard deviation | 41.461716 |
|---|---|
| Coefficient of variation (CV) | 0.72486329 |
| Kurtosis | -0.55577056 |
| Mean | 57.19936 |
| Median Absolute Deviation (MAD) | 35.645174 |
| Skewness | 0.40376458 |
| Sum | 1362088.4 |
| Variance | 1719.0739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.780908859 | 2 | < 0.1% |
| 4.389092642 | 2 | < 0.1% |
| 68.87216425 | 1 | < 0.1% |
| 89.06661334 | 1 | < 0.1% |
| 65.5804884 | 1 | < 0.1% |
| 92.58496161 | 1 | < 0.1% |
| 81.01624889 | 1 | < 0.1% |
| 81.71848807 | 1 | < 0.1% |
| 83.18411989 | 1 | < 0.1% |
| 89.37967319 | 1 | < 0.1% |
| Other values (23801) | 23801 | |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| 3.230429587 | 1 | |
| 3.278984118 | 1 | |
| 3.299136353 | 1 | |
| 3.301521975 | 1 | |
| 3.311457747 | 1 | |
| 3.351369041 | 1 | |
| 3.351397192 | 1 | |
| 3.353838986 | 1 | |
| 3.360350525 | 1 | |
| 3.378509951 | 1 |
| Value | Count | Frequency (%) |
| 258.749333 | 1 | |
| 254.9615417 | 1 | |
| 253.4124105 | 1 | |
| 227.171246 | 1 | |
| 224.4503983 | 1 | |
| 221.1097996 | 1 | |
| 216.0026928 | 1 | |
| 213.6454262 | 1 | |
| 212.9129272 | 1 | |
| 209.9513748 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 24500 |
|---|---|
| Distinct (%) | 94.2% |
| Missing | 68 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5106852 |
| Minimum | 0.14190037 |
|---|---|
| Maximum | 20.685407 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.14190037 |
|---|---|
| 5-th percentile | 1.9106142 |
| Q1 | 3.53 |
| median | 5.0308055 |
| Q3 | 6.9283074 |
| 95-th percentile | 10.999072 |
| Maximum | 20.685407 |
| Range | 20.543507 |
| Interquartile range (IQR) | 3.3983075 |
Descriptive statistics
| Standard deviation | 2.7341516 |
|---|---|
| Coefficient of variation (CV) | 0.49615456 |
| Kurtosis | 0.58737626 |
| Mean | 5.5106852 |
| Median Absolute Deviation (MAD) | 1.6610189 |
| Skewness | 0.85666264 |
| Sum | 143255.77 |
| Variance | 7.4755849 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.859999895 | 12 | < 0.1% |
| 4.480000019 | 10 | < 0.1% |
| 3.799999952 | 10 | < 0.1% |
| 5.849999905 | 10 | < 0.1% |
| 3.920000076 | 9 | < 0.1% |
| 4.920000076 | 9 | < 0.1% |
| 4.769999981 | 9 | < 0.1% |
| 5.449999809 | 9 | < 0.1% |
| 4.829999924 | 9 | < 0.1% |
| 3.900000095 | 9 | < 0.1% |
| Other values (24490) | 25900 | |
| (Missing) | 68 | 0.3% |
| Value | Count | Frequency (%) |
| 0.141900368 | 1 | |
| 0.1440191215 | 1 | |
| 0.1656563211 | 1 | |
| 0.2307564983 | 1 | |
| 0.2407689951 | 1 | |
| 0.2668688834 | 1 | |
| 0.2767878044 | 1 | |
| 0.2785313591 | 1 | |
| 0.2934001371 | 1 | |
| 0.3155438494 | 1 |
| Value | Count | Frequency (%) |
| 20.68540745 | 1 | |
| 19.49710999 | 1 | |
| 18.96768918 | 1 | |
| 18.8512466 | 1 | |
| 18.54310913 | 1 | |
| 18.35744729 | 1 | |
| 18.35149829 | 1 | |
| 18.12782915 | 1 | |
| 17.86032472 | 1 | |
| 17.82483315 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 23813 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.32983 |
| Minimum | 3.129078 |
|---|---|
| Maximum | 180.55096 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 3.129078 |
|---|---|
| 5-th percentile | 4.3941729 |
| Q1 | 14.005823 |
| median | 24.077637 |
| Q3 | 34.775761 |
| 95-th percentile | 59.014259 |
| Maximum | 180.55096 |
| Range | 177.42188 |
| Interquartile range (IQR) | 20.769938 |
Descriptive statistics
| Standard deviation | 17.583863 |
|---|---|
| Coefficient of variation (CV) | 0.66783049 |
| Kurtosis | 3.7022312 |
| Mean | 26.32983 |
| Median Absolute Deviation (MAD) | 10.405271 |
| Skewness | 1.3461909 |
| Sum | 626992.25 |
| Variance | 309.19225 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38.76577613 | 1 | < 0.1% |
| 29.89678118 | 1 | < 0.1% |
| 29.06229088 | 1 | < 0.1% |
| 26.4293484 | 1 | < 0.1% |
| 26.55651994 | 1 | < 0.1% |
| 38.60742159 | 1 | < 0.1% |
| 34.94579158 | 1 | < 0.1% |
| 29.58099909 | 1 | < 0.1% |
| 34.11321058 | 1 | < 0.1% |
| 27.29066851 | 1 | < 0.1% |
| Other values (23803) | 23803 | |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| 3.129077953 | 1 | |
| 3.209826946 | 1 | |
| 3.212493283 | 1 | |
| 3.352716386 | 1 | |
| 3.371189816 | 1 | |
| 3.37991333 | 1 | |
| 3.380734384 | 1 | |
| 3.400065547 | 1 | |
| 3.430125242 | 1 | |
| 3.434363496 | 1 |
| Value | Count | Frequency (%) |
| 180.5509563 | 1 | |
| 168.7860471 | 1 | |
| 161.1588326 | 1 | |
| 159.9681723 | 1 | |
| 154.1729106 | 1 | |
| 152.2964605 | 1 | |
| 149.9124987 | 1 | |
| 148.2666744 | 1 | |
| 147.1515694 | 1 | |
| 144.199365 | 1 |
Metal particle count counter
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2251 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 648.26507 |
| Minimum | 636 |
|---|---|
| Maximum | 658 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 636 |
|---|---|
| 5-th percentile | 636 |
| Q1 | 643 |
| median | 649 |
| Q3 | 653 |
| 95-th percentile | 658 |
| Maximum | 658 |
| Range | 22 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.6165935 |
|---|---|
| Coefficient of variation (CV) | 0.010206617 |
| Kurtosis | -1.0216129 |
| Mean | 648.26507 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.33003167 |
| Sum | 15437136 |
| Variance | 43.779309 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 643 | 5687 | |
| 652 | 5152 | |
| 648 | 2568 | |
| 636 | 1944 | 7.5% |
| 655 | 1915 | 7.3% |
| 657 | 1710 | 6.6% |
| 658 | 1263 | 4.8% |
| 637 | 583 | 2.2% |
| 640 | 577 | 2.2% |
| 651 | 501 | 1.9% |
| Other values (10) | 1913 | 7.3% |
| (Missing) | 2251 | 8.6% |
| Value | Count | Frequency (%) |
| 636 | 1944 | 7.5% |
| 637 | 583 | 2.2% |
| 638 | 87 | 0.3% |
| 640 | 577 | 2.2% |
| 641 | 155 | 0.6% |
| 642 | 70 | 0.3% |
| 643 | 5687 | |
| 645 | 3 | < 0.1% |
| 647 | 8 | < 0.1% |
| 648 | 2568 |
| Value | Count | Frequency (%) |
| 658 | 1263 | 4.8% |
| 657 | 1710 | 6.6% |
| 656 | 416 | 1.6% |
| 655 | 1915 | 7.3% |
| 654 | 317 | 1.2% |
| 653 | 468 | 1.8% |
| 652 | 5152 | |
| 651 | 501 | 1.9% |
| 650 | 1 | < 0.1% |
| 649 | 388 | 1.5% |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.134 | 0.116 | -0.741 | 0.884 | 0.956 | 0.953 | 0.090 | 0.950 | 0.764 | 0.617 | 0.693 | 0.087 |
| Wind direction (°) | 0.134 | 1.000 | 0.854 | -0.161 | 0.205 | 0.140 | 0.138 | 0.103 | 0.209 | 0.251 | 0.021 | 0.175 | 0.059 |
| Nacelle position (°) | 0.116 | 0.854 | 1.000 | -0.137 | 0.183 | 0.118 | 0.115 | 0.091 | 0.187 | 0.224 | 0.013 | 0.148 | 0.050 |
| blade_angle | -0.741 | -0.161 | -0.137 | 1.000 | -0.785 | -0.746 | -0.745 | -0.002 | -0.767 | -0.605 | -0.251 | -0.409 | -0.162 |
| Rear bearing temperature (°C) | 0.884 | 0.205 | 0.183 | -0.785 | 1.000 | 0.895 | 0.891 | 0.175 | 0.943 | 0.738 | 0.439 | 0.598 | 0.224 |
| Rotor speed (RPM) | 0.956 | 0.140 | 0.118 | -0.746 | 0.895 | 1.000 | 0.999 | 0.061 | 0.959 | 0.811 | 0.595 | 0.737 | 0.110 |
| Generator RPM (RPM) | 0.953 | 0.138 | 0.115 | -0.745 | 0.891 | 0.999 | 1.000 | 0.049 | 0.956 | 0.812 | 0.601 | 0.739 | 0.101 |
| Nacelle ambient temperature (°C) | 0.090 | 0.103 | 0.091 | -0.002 | 0.175 | 0.061 | 0.049 | 1.000 | 0.108 | 0.048 | -0.088 | 0.021 | 0.671 |
| Front bearing temperature (°C) | 0.950 | 0.209 | 0.187 | -0.767 | 0.943 | 0.959 | 0.956 | 0.108 | 1.000 | 0.758 | 0.522 | 0.665 | 0.148 |
| Tower Acceleration X (mm/ss) | 0.764 | 0.251 | 0.224 | -0.605 | 0.738 | 0.811 | 0.812 | 0.048 | 0.758 | 1.000 | 0.451 | 0.825 | 0.102 |
| Wind speed (m/s) | 0.617 | 0.021 | 0.013 | -0.251 | 0.439 | 0.595 | 0.601 | -0.088 | 0.522 | 0.451 | 1.000 | 0.731 | -0.233 |
| Tower Acceleration y (mm/ss) | 0.693 | 0.175 | 0.148 | -0.409 | 0.598 | 0.737 | 0.739 | 0.021 | 0.665 | 0.825 | 0.731 | 1.000 | -0.037 |
| Metal particle count counter | 0.087 | 0.059 | 0.050 | -0.162 | 0.224 | 0.110 | 0.101 | 0.671 | 0.148 | 0.102 | -0.233 | -0.037 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021-01-01 00:00:00 | 176.543091 | 308.514244 | 286.67868 | 0.421000 | 61.504999 | 9.502076 | 1127.931479 | 1.887500 | 60.030000 | 120.142551 | 4.038019 | 38.765776 | 636.0 |
| 1 | 2021-01-01 00:10:00 | 119.758620 | 305.997476 | 286.67868 | 0.793333 | 61.312500 | 9.559778 | 1136.958183 | 1.505000 | 59.787500 | 112.893333 | 3.710743 | 29.165829 | 636.0 |
| 2 | 2021-01-01 00:20:00 | 142.842966 | 302.037541 | 286.67868 | 0.713833 | 61.262500 | 9.522331 | 1131.875238 | 0.887500 | 59.657500 | 95.549206 | 4.118079 | 29.821561 | 636.0 |
| 3 | 2021-01-01 00:30:00 | 181.747184 | 300.810472 | 286.67868 | 0.271333 | 62.040000 | 9.431067 | 1121.040247 | 0.297500 | 61.157500 | 95.529252 | 4.365870 | 33.539071 | 636.0 |
| 4 | 2021-01-01 00:40:00 | 178.464342 | 291.378454 | 286.67868 | 0.376000 | 62.040000 | 9.428509 | 1120.074068 | 0.267500 | 61.214999 | 72.016825 | 4.376747 | 25.737522 | 636.0 |
| 5 | 2021-01-01 00:50:00 | 255.708743 | 285.200884 | 286.67868 | 0.074333 | 62.867500 | 9.592392 | 1139.685436 | 0.340000 | 62.800000 | 56.421360 | 5.188133 | 23.655984 | 636.0 |
| 6 | 2021-01-01 01:00:00 | 206.381018 | 282.293825 | 286.67868 | 0.118693 | 62.820588 | 9.250101 | 1099.168409 | 0.494118 | 63.158823 | 58.924042 | 5.028207 | 26.458409 | 636.0 |
| 7 | 2021-01-01 01:10:00 | 172.280673 | 290.560164 | 286.67868 | 0.427158 | 62.157500 | 9.438897 | 1119.390152 | 0.665000 | 61.742499 | 79.688508 | 4.710909 | 30.215060 | 636.0 |
| 8 | 2021-01-01 01:20:00 | 156.851626 | 291.508669 | 286.67868 | 0.419667 | 62.222500 | 9.345930 | 1110.617243 | 0.515000 | 61.577499 | 87.204421 | 4.439470 | 23.384408 | 636.0 |
| 9 | 2021-01-01 01:30:00 | 83.398749 | 297.806340 | 286.67868 | 1.193167 | 61.245000 | 9.511652 | 1129.246805 | 0.577500 | 60.047500 | 92.522399 | 3.733390 | 25.066440 | 636.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26054 | 2021-06-30 22:20:00 | 0.560000 | 28.780001 | 34.240002 | NaN | NaN | 8.99 | 1071.020020 | NaN | NaN | NaN | 2.91 | NaN | NaN |
| 26055 | 2021-06-30 22:30:00 | 4.970000 | 29.900000 | 34.240002 | NaN | NaN | 8.99 | 1070.849976 | NaN | NaN | NaN | 3.02 | NaN | NaN |
| 26056 | 2021-06-30 22:40:00 | -7.500000 | 30.370001 | 34.240002 | NaN | NaN | 5.22 | 620.159973 | NaN | NaN | NaN | 2.52 | NaN | NaN |
| 26057 | 2021-06-30 22:50:00 | -1.680000 | 24.620001 | 34.240002 | NaN | NaN | 0.74 | 88.589996 | NaN | NaN | NaN | 2.24 | NaN | NaN |
| 26058 | 2021-06-30 23:00:00 | -1.740000 | 24.860001 | 34.240002 | NaN | NaN | 0.80 | 95.379997 | NaN | NaN | NaN | 2.39 | NaN | NaN |
| 26059 | 2021-06-30 23:10:00 | 9.880000 | 33.330002 | 34.240002 | NaN | NaN | 4.26 | 508.429993 | NaN | NaN | NaN | 3.17 | NaN | NaN |
| 26060 | 2021-06-30 23:20:00 | 52.250000 | 33.540001 | 34.240002 | NaN | NaN | 8.99 | 1070.920044 | NaN | NaN | NaN | 3.64 | NaN | NaN |
| 26061 | 2021-06-30 23:30:00 | 40.950001 | 36.900002 | 34.240002 | NaN | NaN | 8.99 | 1070.880005 | NaN | NaN | NaN | 3.53 | NaN | NaN |
| 26062 | 2021-06-30 23:40:00 | 17.230000 | 29.350000 | 34.240002 | NaN | NaN | 8.99 | 1070.829956 | NaN | NaN | NaN | 3.10 | NaN | NaN |
| 26063 | 2021-06-30 23:50:00 | -13.970000 | 29.740000 | 34.240002 | NaN | NaN | 8.99 | 1070.890015 | NaN | NaN | NaN | 2.36 | NaN | NaN |